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Web-based Hybrid Approach to Neural Networks and Linear Regression.

Research Project

Project/Area Number 19500241
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Statistical science
Research InstitutionDaito Bunka University

Principal Investigator

ASANO Miyoko  Daito Bunka University, 法学部, 教授 (00307141)

Co-Investigator(Kenkyū-buntansha) 椿 広計  筑波大学, 大学院・ビジネス科学研究科, 教授 (30155436)
Co-Investigator(Renkei-kenkyūsha) TSUBAKI Hiroe  筑波大学大学院, ビジネス科学研究科, 教授(統計数理研究所・リスク解析戦略研究センター長併任) (30155436)
Research Collaborator PIJUSH Bhattacharyya  School of Informatics, University of Westminster, Dr.
MARCO K. W. Yu  Bartlett School of Graduate Studies, Studies, University College London
Project Period (FY) 2007 – 2008
Project Status Completed (Fiscal Year 2008)
Budget Amount *help
¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Fiscal Year 2008: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2007: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords多変量解析 / ノンパラメトリック回帰分析 / 計算・コンピュータ支援統計 / 統計的予測・制御 / モデル選択 / データサイエンス / 統計的推測 / 計計算・コンピュータ支援統計 / 行動計量分析 / 統計的学習理論
Research Abstract

ノンパラメトリック回帰の応用研究を行い,その有効性と利用領域の拡大を行った.金融・経営分野のデータ解析に「ニューラルネットワークと線形回帰分析のハイブリット解析法」を適用して、この解析法の有効性を示した.科学研究費の交付期間(平成19 年度)に,「ニューラルネットワークと線形回帰分析のハイブリッド解析Webシステム」を構築して開発を行った.システム完成後に、研究代表者浅野美代子のホームページより、誰でも利用できるようになった.

Report

(3 results)
  • 2008 Annual Research Report   Final Research Report ( PDF )
  • 2007 Annual Research Report
  • Research Products

    (17 results)

All 2008 2007 Other

All Journal Article (2 results) Presentation (11 results) Remarks (4 results)

  • [Journal Article] Web-based Data Analysis: Hybrid Approach to Neural Networks and Linear Regression.- A BritishTender Price Index Modeling -2008

    • Author(s)
      浅野 美代子、Marco K. W. Yu、Pijush Bhattacharyya 、椿 広計
    • Journal Title

      大東文化大学紀要第四十六号<社会科学>

      Pages: 1-11

    • Related Report
      2008 Final Research Report
  • [Journal Article] Web-based Data Analysis: Hybrid Approach to Neural Networks and Linear Regression.-A British Tender Price Index Modeling2008

    • Author(s)
      浅野 美代子、Marco K. W. Yu、Pijush Bhattacharyya、椿 広計
    • Journal Title

      大東文化大学紀要 第四十六号<社会科学>

      Pages: 1-11

    • NAID

      110007129513

    • Related Report
      2007 Annual Research Report
  • [Presentation] Web-based Hybrid Approach to Neural Networks and Linear Regression Analysis.2008

    • Author(s)
      Miyoko Asano, Pijush Bhattacharyya,Hiroe Tsubaki, and Marco K. W. Yu
    • Organizer
      Joint meeting of 4^<th> World Conference of the IASC and 6^<th> Conference of the Asian Regional Section of the IASC on Computational Statistics & Data Analysis.(IASC2008)
    • Place of Presentation
      Pacifico Yokohama
    • Year and Date
      2008-12-06
    • Related Report
      2008 Final Research Report
  • [Presentation] Web-based Hybrid Approach to Neural Networks and Linear Reg ression Analysis.2008

    • Author(s)
      Miyoko Asano, Pijush Bhatta charyya, Hiroe Tsubaki, Marco K. W. Yu
    • Organizer
      Joint meeting of 4^<th> World Conference of the IASC and 6^<th> Conference of the Asian Regional Section of the IASC on Computational Statistics & Data Analysis (IASC2008)
    • Place of Presentation
      Pacifico Yokohama横浜(日本)
    • Year and Date
      2008-12-06
    • Related Report
      2008 Annual Research Report
  • [Presentation] A Hedonic Pricing Model of Building Costs: an Application of the Hybrid Approach to Neural Net works and Linear Regression.2008

    • Author(s)
      Miyoko Asano, Pijush Bhattacharyya,Hiroe Tsubaki, and Marco K. W. Yu
    • Organizer
      The International Symposium forBusiness and Industrial Statistics(ISBIS2008)
    • Place of Presentation
      Pragueプラハ(チェコ共和国)
    • Year and Date
      2008-07-04
    • Related Report
      2008 Final Research Report
  • [Presentation] A Hedonic Pricing Model of Building Costs : an Application of the Hybrid Approach to Neural Networks and Linear Regression.2008

    • Author(s)
      Miyoko Asano, Pijush Bhatta charyya, Hiroe Tsubaki, Marco K. W. Yu
    • Organizer
      The International Symposium for Business and Industrial Statistics (ISBIS2008)
    • Place of Presentation
      Pragueプラハ(チェコ共和国)
    • Year and Date
      2008-07-04
    • Related Report
      2008 Annual Research Report
  • [Presentation] An Application of Web-based Hybrid Approach of Neural Networks and the Linear Regression Model to the Water Supply forecast in Tokyo District23.2008

    • Author(s)
      Miyoko Asano, Pijush Bhattacharyya,Hiroe Tsubaki, and Marco K. W. Yu
    • Organizer
      日本計算機統計学会第22回大会
    • Place of Presentation
      秋田
    • Year and Date
      2008-05-22
    • Related Report
      2008 Final Research Report
  • [Presentation] An Application of Web-based Hybrid Approach of Neural Networks and the Linear Regression Model to the Water Supply forecast in Tokyo District 23.2008

    • Author(s)
      Miyoko Asano, Pijush Bhatta charyya, Hiroe Tsubaki, Marco K. W. Yu
    • Organizer
      日本計算機統計学会第22回大会
    • Place of Presentation
      秋田(日本)秋田市文化会館
    • Year and Date
      2008-05-22
    • Related Report
      2008 Annual Research Report
  • [Presentation] Data Analysis by the Hybrid Approach to Neural Networks and Linear Regression.2007

    • Author(s)
      浅野 美代子、Pijush Bhattacharyya、Marco K. W. Yu、椿 広計
    • Organizer
      56th Session of the ISI INTERNATIONAL STATISTICAL INSTITUTE(ISI2007)
    • Place of Presentation
      リスボン(ポルトガル)国際会議場
    • Year and Date
      2007-08-29
    • Related Report
      2008 Final Research Report
  • [Presentation] Data Analysis by the Hybrid Approach to Neural Networks and Linear Regression2007

    • Author(s)
      浅野 美代子、Pijush Bhattacharyya、Marco K.W.Yu、椿 広計
    • Organizer
      56th Session of the ISI INTERNATIONAL STATISTICAL INSTITUTE(ISI2007)
    • Place of Presentation
      リスボン(ポルトガル)国際会議場
    • Year and Date
      2007-08-29
    • Related Report
      2007 Annual Research Report
  • [Presentation] Web-based Hybrid Approach to Neural Networks and Linear Regression Analysis and its Applications.2007

    • Author(s)
      浅野 美代子、Pijush Bhattacharyya、Marco K. W. Yu、椿 広計
    • Organizer
      Nonparametric and Semi-parametric Methods in Business, Finance and Industry 、The International Society for Business and Industrial Statistics(ISBIS2007)
    • Place of Presentation
      ポルトガルAzores 大学
    • Year and Date
      2007-08-19
    • Related Report
      2008 Final Research Report
  • [Presentation] Web-based Hybrid Approach to Neural Networks and Linear Regression Analysis and its Applications2007

    • Author(s)
      浅野 美代子、Pijush Bhattacharyya、Marco K.W.Yu、椿 広計
    • Organizer
      The International Society for Business and Industrial Statistics(ISBIS2007)
    • Place of Presentation
      ポルトガルAzores大学
    • Year and Date
      2007-08-19
    • Related Report
      2007 Annual Research Report
  • [Presentation] 何故ニューラルネットの予測能力は射影追跡回帰を上回るのか-ニューラルネットワークと線形回帰分析のハイブリッド解析によるデータ解析の特徴-2007

    • Author(s)
      浅野 美代子、椿 広計
    • Organizer
      第2 回横幹連合コンファレンス
    • Place of Presentation
      京都大学
    • Related Report
      2008 Final Research Report
  • [Remarks] 「ニューラルネットワークと線形回帰分析のハイブリッド解析法Webシステム」ホームページ

    • URL

      http://www.daito.ac.jp/?asano/

    • Related Report
      2008 Final Research Report
  • [Remarks] このURLでWebシステムをクリックする。「ニューラルネットワーク線形回帰分析のハイブリッド解析法Webシステム」が実行できる。

    • URL

      http://www.daito.ac.jp/~asano/

    • Related Report
      2008 Annual Research Report
  • [Remarks] 実行URL

    • URL

      http://statserver.msi.co.jp/DEMO/DM/HybridAnalysis/index.html

    • Related Report
      2008 Annual Research Report
  • [Remarks]

    • URL

      http://statserver.msi.co.jp/DEMO/DM/HybridAnalysis/index.html

    • Related Report
      2007 Annual Research Report

URL: 

Published: 2007-04-01   Modified: 2016-04-21  

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